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Semantic Entity Labeling On Funsd

Métriques

F1

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	F1	Paper Title	Repository
LayoutLMv2LARGE	84.2	LayoutLMv2: Multi-modal Pre-training for Visually-Rich Document Understanding
StrucTexTv2 (large)	91.82	StrucTexTv2: Masked Visual-Textual Prediction for Document Image Pre-training
Doc2Graph	82.25	Doc2Graph: a Task Agnostic Document Understanding Framework based on Graph Neural Networks
XDoc1M	89.4	XDoc: Unified Pre-training for Cross-Format Document Understanding
LILT	88.41	LiLT: A Simple yet Effective Language-Independent Layout Transformer for Structured Document Understanding
LayoutLMv3 Large	92.08	LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking
RORE (GeoLayoutLM)	91.84	Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding
TPP (LayoutMask)	85.16	Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path Prediction	-
DocTr	84	DocTr: Document Transformer for Structured Information Extraction in Documents	-
ERNIE-Layoutlarge	93.12	ERNIE-Layout: Layout Knowledge Enhanced Pre-training for Visually-rich Document Understanding
LayoutLMv2BASE	82.76	LayoutLMv2: Multi-modal Pre-training for Visually-Rich Document Understanding
LayoutMask (large)	93.20	LayoutMask: Enhance Text-Layout Interaction in Multi-modal Pre-training for Document Understanding	-
GeoLayoutLM	92.86	GeoLayoutLM: Geometric Pre-training for Visual Information Extraction
LayoutMask (base)	92.91	LayoutMask: Enhance Text-Layout Interaction in Multi-modal Pre-training for Document Understanding	-
StrucTexTv2 (small)	89.23	StrucTexTv2: Masked Visual-Textual Prediction for Document Image Pre-training

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